| Metric | Value |
|---|---|
| Amazon SQS wins | 16 |
| BullMQ wins | 26 |
| Abstains (no tool) | 89 |
| Other tool chosen | 4617 |
| Decisive cases | 42 |
| Amazon SQS win rate (unweighted) | 38.1% |
| 95% CI | 25.0% - 53.2% |
| Amazon SQS win rate (weighted) | 38.1% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Amazon SQS | BullMQ | None | Other | A rate |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | Small | 11 | 7 | 0 | 226 | 61% |
| MiniMax M2.7 | Frontier | 1 | 13 | 13 | 219 | 7% |
| Gemini 2.5 Pro | Frontier | 0 | 6 | 2 | 240 | 0% |
| DeepSeek R1 0528 | Frontier | 3 | 0 | 19 | 228 | 100% |
| Claude Sonnet 4.6 | Frontier | 1 | 0 | 0 | 251 | 100% |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 252 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 12 | 238 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 0 | 249 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 8 | 243 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 14 | 238 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 252 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 252 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 6 | 244 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 7 | 243 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 1 | 251 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 3 | 244 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 4 | 248 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 0 | 247 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 0 | 252 | n/a |
| Prompt | Tier | Amazon SQS | BullMQ | None | Other | A rate |
|---|---|---|---|---|---|---|
| project-management-tool | Advanced | 16 | 17 | 4 | 353 | 48% |
| restaurant-reservation-system | Advanced | 0 | 9 | 16 | 370 | 0% |
| chat-application | Advanced | 0 | 0 | 6 | 390 | n/a |
| chat-application | Intermediate | 0 | 0 | 3 | 395 | n/a |
| chat-application | Beginner | 0 | 0 | 13 | 381 | n/a |
| project-management-tool | Beginner | 0 | 0 | 20 | 378 | n/a |
| project-management-tool | Intermediate | 0 | 0 | 13 | 376 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 3 | 394 | n/a |
| restaurant-reservation-system | Intermediate | 0 | 0 | 2 | 397 | n/a |
| social-media-platform | Beginner | 0 | 0 | 6 | 393 | n/a |
| social-media-platform | Advanced | 0 | 0 | 3 | 393 | n/a |
| social-media-platform | Intermediate | 0 | 0 | 0 | 397 | n/a |
